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Code annotations is a widely used feature in Java systems to configure custom metadata on programming elements. Their increasing presence creates the need for approaches to assess and comprehend their usage and distribution. In this…

Software Engineering · Computer Science 2022-10-14 Phyllipe Lima , Jorge Melegati , Everaldo Gomes , Nathalya Stefhany Pereira , Eduardo Guerra , Paulo Meirelles

This paper proposes an open source visual analytics tool consisting of several views and perspectives on eye movement data collected during code reading tasks when writing computer programs. Hence the focus of this work is on code and…

Human-Computer Interaction · Computer Science 2022-08-02 Ayush Kumar , Ashish Kumar , Aakanksha Prasad , Michael Burch , Shenghui Cheng , Klaus Mueller

Automatically predicting how difficult it is for humans to understand a code snippet can assist developers in tasks like deciding when and where to refactor. Despite many proposed code comprehensibility metrics, studies have shown they…

Software Engineering · Computer Science 2025-10-07 Nadeeshan De Silva , Martin Kellogg , Oscar Chaparro

The rapid rise of Large Language Models (LLMs) has changed software development, with tools like Copilot, JetBrains AI Assistant, and others boosting developers' productivity. However, developers now spend more time reviewing code than…

Software Engineering · Computer Science 2024-07-08 Agnia Sergeyuk , Olga Lvova , Sergey Titov , Anastasiia Serova , Farid Bagirov , Timofey Bryksin

Software visualizations are usually realized as standalone and isolated tools that use embedded code viewers within the visualization. In the context of program comprehension, only few approaches integrate visualizations into code editors,…

Software Engineering · Computer Science 2023-08-31 Alexander Krause-Glau , Wilhelm Hasselbring

Code pre-trained models (CodePTMs) have recently demonstrated significant success in code intelligence. To interpret these models, some probing methods have been applied. However, these methods fail to consider the inherent characteristics…

Software Engineering · Computer Science 2022-12-13 Nuo Chen , Qiushi Sun , Renyu Zhu , Xiang Li , Xuesong Lu , Ming Gao

Objectives: This study aims to investigate the readability and understandability of bitwise operators in programming, with the main hypothesis that there will be a difference in the performance metrics (response time and error rate) between…

Software Engineering · Computer Science 2025-10-28 Shubham Joshi

To integrate seamlessly into real-world software engineering, Code Agents must evolve from passive instruction followers into proactive collaborative partners. However, current evaluation paradigms predominantly reward "guessing" user…

Software Engineering · Computer Science 2026-03-03 Jialin Li , Yuan Wu , Yi Chang

Reading and understanding code are fundamental skills for novice programmers, and especially important with the growing prevalence of AI-generated code and the need to evaluate its accuracy and reliability. ``Explain in Plain English''…

Computers and Society · Computer Science 2025-03-18 David H. Smith , Max Fowler , Paul Denny , Craig Zilles

Recent neural models of code, such as OpenAI Codex and AlphaCode, have demonstrated remarkable proficiency at code generation due to the underlying attention mechanism. However, it often remains unclear how the models actually process code,…

Software Engineering · Computer Science 2024-08-30 Matteo Paltenghi , Rahul Pandita , Austin Z. Henley , Albert Ziegler

Background: Recent advancements in large language models have motivated the practical use of such models in code generation and program synthesis. However, little is known about the effects of such tools on code readability and visual…

Software Engineering · Computer Science 2022-09-02 Naser Al Madi

This paper investigates the factors influencing programmers' adoption of AI-generated JavaScript code recommendations within the context of lightweight, function-level programming tasks. It extends prior research by (1) utilizing objective…

Software Engineering · Computer Science 2026-02-18 Changwen Li , Christoph Treude , Ofir Turel

We examine "vibe coding": an emerging programming paradigm where developers primarily write code by interacting with code-generating large language models rather than writing code directly. We present the first empirical study of vibe…

Human-Computer Interaction · Computer Science 2025-10-06 Advait Sarkar , Ian Drosos

Background: Modern Code Review (MCR) is a key component for delivering high-quality software and sharing knowledge among developers. Effective reviews require an in-depth understanding of the code and demand from the reviewers to…

Software Engineering · Computer Science 2024-02-16 Michael Unterkalmsteiner , Deepika Badampudi , Ricardo Britto , Nauman bin Ali

Code changes are an integral part of the software development process. Many code changes are meant to improve the code without changing its functional behavior, e.g., refactorings and performance improvements. Unfortunately, validating…

Software Engineering · Computer Science 2025-02-25 Lars Gröninger , Beatriz Souza , Michael Pradel

Deep Neural Network(DNN) techniques have been prevalent in software engineering. They are employed to faciliatate various software engineering tasks and embedded into many software applications. However, analyzing and understanding their…

Software Engineering · Computer Science 2019-06-04 Xufan Zhang , Ziyue Yin , Yang Feng , Qingkai Shi , Jia Liu , Zhenyu Chen

With the advent of large language models, research in automated software engineering has increasingly focused on leveraging these models to achieve a deeper semantic understanding of code or to engineer sophisticated agent-based processes.…

Software Engineering · Computer Science 2026-05-29 Yuhong Liu , Yunhe Su , Zhipeng Peng , Zhiwen Luo , Lin Shi , Zhi Jin , Li Zhang

Cognitive-Driven Development (CDD) is a coding design technique that aims to reduce the cognitive effort that developers place in understanding a given code unit (e.g., a class). By following CDD design practices, it is expected that the…

Software Engineering · Computer Science 2022-06-23 Leonardo Barbosa , Victor Hugo Santiago , Alberto Luiz Oliveira Tavares de Souza , Gustavo Pinto

While there is increasing concern about the interpretability of neural models, the evaluation of interpretability remains an open problem, due to the lack of proper evaluation datasets and metrics. In this paper, we present a novel…

Computation and Language · Computer Science 2022-11-16 Lijie Wang , Yaozong Shen , Shuyuan Peng , Shuai Zhang , Xinyan Xiao , Hao Liu , Hongxuan Tang , Ying Chen , Hua Wu , Haifeng Wang

Manual code reviews and static code analyzers are the traditional mechanisms to verify if source code complies with coding policies. However, these mechanisms are hard to scale. We formulate code compliance assessment as a machine learning…

Software Engineering · Computer Science 2022-09-13 Neela Sawant , Srinivasan H. Sengamedu